Skip to content
nano-gpt-data-curation

gpt-5.6-sol

nano-gpt-data-curation — graded by the task's verifier against a measured baseline.

backend
modal
variant
codex azure_ai/gpt-5.6-sol
metric
held-out multi-domain perplexity
actions
273
duration
60m
recorded
2026-08-04

run iddclm-nano-curation__zzFhaz8

Everything gpt-5.6-sol did on this task, in order.

download JSON ↗
codexgpt-5.6-sol285 turns12 narration273 reasoning273 action273 observation1 final
#176
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#177
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#178
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#179
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#180
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#181
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#182
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#183
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#184
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#185
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#186
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#187
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#188
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:8505,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{"documents": 14831, "estimated_tokens": 15000512, "domain_tokens": [3751083, 3749887, 3749318, 3750224], "output": "/workspace/submission/selection.json"}
#189
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,re\\nD=json.load(open('/tmp/diag2.json')); want={x['id']:x for x in D['top']}\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in want: want[d['id']]['sample']=re.sub(r'\\\\s+',' ',d['text'])[:300]\\nfor dom in ['encyclopedic','quality_web','news','technical_qa']:\\n print('\\\\n###',dom)\\n for x in [z for z in D['top'] if z['domain']==dom][:10]: print(x)\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":12000});\ntext(r.output);"
}
exec result
Script completed
Wall time 3.0 seconds
Output:

### encyclopedic
{'id': 82269, 'domain': 'encyclopedic', 'score': 0.2478, 'chars': 24054, 'sample': 'Hill 303 massacre |Hill 303 massacre| Bodies of massacre victims gathered near Waegwan, South Korea, many with their hands still bound |Location||Hill 303, Waegwan, South Korea| |Date||August 17, 1950 |Target||U.S. Army prisoners of war| |Deaths||42 prisoners executed| |4–5 prisoners wounded| |Perpe'}
{'id': 76107, 'domain': 'encyclopedic', 'score': 0.0154, 'chars': 903, 'sample': 'Major Bhupinder Singh In sept. 1965, Major Bhupinder Singh commanded the "B" squadron of the 4 Horse against Pakistani forces. On the 11th Sept. he successfully led his forces in cutting of the enemy retreat along the Gadgor-Phillora road. In the battle of Sadoke that folowed, Major took over the co'}
{'id': 46611, 'domain': 'encyclopedic', 'score': 0.0029, 'chars': 3114, 'sample': "<|endoftext|>The Grass Crown (novel) First US edition |Publisher||William Morrow (US) |Media type||Print (Hardback & Paperback)| |Preceded by||The First Man in Rome| |Followed by||Fortune's Favourites| The novel opens shortly after the action of The First Man in Rome. Gaius Marius and Lucius Corneli"}
{'id': 3475, 'domain': 'encyclopedic', 'score': -0.0149, 'chars': 3076, 'sample': 'Anglo-Dutch Wars, also called Dutch Wars, Dutch Engelse Oorlogen, four 17th- and 18th-century naval conflicts between England and the Dutch Republic. The first three wars, stemming from commercial rivalry, established England’s naval might, and the last, arising from Dutch interference in the Americ'}
{'id': 80322, 'domain': 'encyclopedic', 'score': -0.0292, 'chars': 1011, 'sample': 'Joran van der Sloot, the Dutch man once considered a suspect in the 2005 disappearance of Alabama teenager Natalee Holloway, is the suspect in the killing of a woman in Peru, Peruvian police officials said Wednesday. There is "incriminating evidence" linking Van der Sloot to the killing of 21-year-o'}
{'id': 94043, 'domain': 'encyclopedic', 'score': -0.0446, 'chars': 7006, 'sample': '….<|endoftext|>Kingdom of Mauretania, presen-day Algeria & Morocco. Influenced Roman Empire [225 BC] The Kingdom of Mauretania was founded in the third century BC, approximately 225 BC. According to modern ethnic taxonomies, its inhabitants are of Berber descent, and it is today located in the weste'}
{'id': 50793, 'domain': 'encyclopedic', 'score': -0.0488, 'chars': 3393, 'sample': ' Majesty King Peter II of Yugoslavia was the firstborn son of King Alexander I and Queen Maria of Yugoslavia. King Peter II was born in Belgrade 6 September 1923 his Godparents were King George VI and Queen Elizabeth (later Queen Mother of Great Britain). His education commenced at The Royal Palace '}
{'id': 36908, 'domain': 'encyclopedic', 'score': -0.0557, 'chars': 2198, 'sample': 'Thomas Robert Gore Browne |Birthplace:||Aylesbury, Buckinghamshire, England| |Death:||Died in London, England| |Managed by:||Alisdair James Smyth| About Colonel Sir Thomas Robert Gore Browne KCMG CB Wikipedia Biographical Summary Colonel Sir Thomas Robert Gore Browne KCMG CB (3 July 1807 – 17 April '}
{'id': 86014, 'domain': 'encyclopedic', 'score': -0.068, 'chars': 6216, 'sample': "<|endoftext|>6th Ranger Battalion |6th Ranger Battalion| WWII Ranger Battalions' shoulder sleeve insignia |Country||United States of America| |Branch||United States Army| |Type||Special operations and Light infantry| |Engagements||World War II| |Lt. Col. Henry Mucci| The 6th Ranger Battalion was a U"}
{'id': 39794, 'domain': 'encyclopedic', 'score': -0.0758, 'chars': 1717, 'sample': "Fabian of Rome The Hieromartyr Fabian II of Rome was the bishop of Rome of the Church of Rome from 236 to 250. The remarkable feature of his episcopate was the manner of his election as related by Eusebius of Caesarea . His feast day is August 5. Nothing is known of Bp. Fabian's life before his elec"}

### quality_web
{'id': 66305, 'domain': 'quality_web', 'score': -0.1056, 'chars': 1321, 'sample': 'Bradford West Respect MP George Galloway has defended his controversial claim that a sex assault allegation against WikiLeaks campaigner Julian Assange amounted to no more than bad "sexual etiquette". Mr Galloway provoked a furious response from women\'s groups after he said in a video podcast that e'}
{'id': 81027, 'domain': 'quality_web', 'score': -0.1419, 'chars': 2230, 'sample': 'uador’s president has lashed out at WikiLeaks founder Julian Assange even as he says his government is working behind the scenes to help him out of the Ecuadorean embassy in London. Lenin Moreno said in a televised interview Sunday that Assange had become “more than a nuisance” after he violated ter'}
{'id': 47889, 'domain': 'quality_web', 'score': -0.1908, 'chars': 2196, 'sample': "GAINESVILLE, Fla. (AP) — Tim Kaine is shrugging off any possibility that he could be embarrassed by the release of hacked emails. WikiLeaks, which has been posting stolen emails from Hillary Clinton's campaign manager John Podesta, has twice taunted the Democratic vice presidential candidate that he"}
{'id': 62131, 'domain': 'quality_web', 'score': -0.2109, 'chars': 814, 'sample': ' independence referendum would be a “waste of time”, a former SNP leader has warned. Gordon Wilson, who was at the party’s helm throughout the 1980s, said question marks over Scotland’s economy must be answered before Nicola Sturgeon stages another vote on leaving the UK. He suggested the timescale '}
{'id': 7625, 'domain': 'quality_web', 'score': -0.2246, 'chars': 1207, 'sample': 'President Obama would visit Israel in a second term, a top campaign surrogate said. “We can expect him to visit Israel in a second term, should he be reelected,” Colin Kahl, a former deputy assistant secretary of defense for the Middle East, who is now a campaign spokesman on the region, said Monday'}
{'id': 100668, 'domain': 'quality_web', 'score': -0.2309, 'chars': 1237, 'sample': 'height<|endoftext|>Assange to address United Nations WikiLeaks founder Julian Assange is due to make a speech to the United Nations on the eve of the 100th day since he sought political asylum at the Ecuadorian embassy in London. Mr Assange will speak to a UN meeting in New York over a satellite lin'}
{'id': 54294, 'domain': 'quality_web', 'score': -0.2358, 'chars': 2119, 'sample': 'Democrats and the anti-Trump media pushed a narrative that Russia meddled in the 2016 election to defeat Hillary Clinton. And they also claim the Trump campaign colluded with Moscow to ensure victory. But the truth just came out and it’s so shocking no one could believe it. Representatives from Goog'}
{'id': 49882, 'domain': 'quality_web', 'score': -0.241, 'chars': 1337, 'sample': '.<|endoftext|>Russia said on Friday it strongly disagreed with changes to its draft UN Security Council resolution on Syria that are being promoted by Western states, AFP "Unfortunately, the West\'s approach radically differs from ours," Deputy Foreign Minister Gannady Gatilov was quoted as saying by'}
{'id': 94933, 'domain': 'quality_web', 'score': -0.2437, 'chars': 1378, 'sample': 'Stockholm: Sweden said it did not agree with a UN panel which ruled Friday that WikiLeaks founder Julian Assange\'s stay in Ecuador\'s London embassy amounted to "unlawful detention". "The government does not agree with the assessment made by the majority of the Working Group," the foreign ministry sa'}
{'id': 91158, 'domain': 'quality_web', 'score': -0.2439, 'chars': 762, 'sample': ' obvious should this massive change be? Let me sum it up in one sentence: A few years ago Turkey was an ally of Israel. Now it is an ally of Hamas. Now the former army chief of staff, retired General Ilker Basbug, has been humiliated and will be put on trial for allegedly trying to overthrow the reg'}

### news
{'id': 37064, 'domain': 'news', 'score': 0.227, 'chars': 1021, 'sample': 'The Bharatiya Janata Party (BJP) leaders of the West Bengal unit will meet Union Home Minister Rajnath Singh on Thursday to lodge protest against the vandalising of its party headquarters office in the state by the Trinamool Congress (TMC) workers. BJP leaders Siddharth Nath Singh, Kailash Vijayvarg'}
{'id': 58452, 'domain': 'news', 'score': 0.216, 'chars': 1237, 'sample': '<|endoftext|>New Delhi: Five new Supreme Court judges were today sworn in, taking the top court’s strength to 28, including the Chief Justice of India. Justices Sanjay Kishan Kaul, Navin Sinha, Mohan M Shantanagoudar, Deepak Gupta and S Abdul Nazeer were administered the oath of office by CJI J S Kh'}
{'id': 28976, 'domain': 'news', 'score': 0.1884, 'chars': 1382, 'sample': 'umbai: Seventy days after they parted ways, the BJP and the Shiv Sena have once again come together and formed an alliance to share power in Maharashtra. Addressing a press conference, Maharashtra Chief Minister Devendra Fadnavis announced that Shiv Sena will join his ministry. Fadnavis said there w'}
{'id': 8106, 'domain': 'news', 'score': 0.1809, 'chars': 4319, 'sample': "Video Analysis for REPLY TO SHIV SENA May 30, 2014 600 x 360 5 / 5 (0 ratings) 5 / 5 EST. TOTAL REVENUE $0 - $0 EST. MONTHLY REVENUE $0 - $0 EST. YEARLY REVENUE AVG. DAILY VIEWS AVG. DAILY LIKES AVG. DAILY DISLIKES * We try our best to gather the video's growth rate. This is an estimate for a cumula"}
{'id': 37522, 'domain': 'news', 'score': 0.1244, 'chars': 1176, 'sample': 'Prime Minister Imran Khan on Thursday congratulated India’s premier Narendra Modi on his victory in the country\'s national elections. "I congratulate Prime Minister Modi on the electoral victory of BJP and allies. Look forward to working with him for peace, progress and prosperity in South Asia," th'}
{'id': 4620, 'domain': 'news', 'score': 0.0855, 'chars': 1370, 'sample': 'Agartala, Sep 15 (IANS) The BJP on Tuesday said it would soon launch a stir if Tripura’s Left Front government evicted tribals to set up a firing range for a paramilitary force in the state. “We would launch an indefinite ‘satyagraha’ (non-violent resistance) soon if the Left Front government evicts'}
{'id': 63278, 'domain': 'news', 'score': 0.0853, 'chars': 1135, 'sample': 'leging that Prime Minister Narendra Modi was trying to see there won’t be any Opposition in the country, AICC secretary V Hanumanth Rao said the people were watching Modi’s style of functioning and would teach him a fitting lesson. Speaking to the media at Gandhi Bhavan here on Wednesday, VH stresse'}
{'id': 38702, 'domain': 'news', 'score': 0.0734, 'chars': 1537, 'sample': '<|endoftext|>|HOME | NEWS | REPORT| |November 6, 1998|| Akalis drop out of Delhi, Rajasthan race The Shiromani Akali Dal yesterday decided not to contest the assembly elections in Delhi and Rajasthan. The decision was conveyed to the senior leadership of the Bharatiya Janata Party by SAD president a'}
{'id': 81859, 'domain': 'news', 'score': 0.0732, 'chars': 1424, 'sample': '|Rediff India Abroad Home | All the sections| Bihar: Vigilante justice resurfaces, three people lynched February 18, 2008 17:20 IST Fresh incidents of vigilante justice have been reported from Bihar with three suspected thieves being lynched by mobs in Araria and Vaishali districts, the police said '}
{'id': 105412, 'domain': 'news', 'score': 0.0625, 'chars': 823, 'sample': ' redistributed.)<|endoftext|>Accompanied by a high-power delegation of military leadership, US Defence Secretary Chu-ck Hagel’s three-day visit to the capital is aimed at “nurturing” ties with India and pushing some of the pending deals. During this visit, Hagel’s task is cut out for him: to explore'}

### technical_qa
{'id': 163002, 'domain': 'technical_qa', 'score': 0.1812, 'chars': 8092, 'sample': ' gPowered byeMuseum<|endoftext|>Instantiate Java Way2Java a blog for Java Responsive Menu Home Table Of Contents Search Instantiate Java Java General Instantiate Java S. Nageswara Rao, Corporate Trainer August 18, 2013 2 Comments In Java, object creation is known as instantiation because an instance'}
{'id': 132636, 'domain': 'technical_qa', 'score': 0.0696, 'chars': 1828, 'sample': "Generics Base class constraints, C# - rextester Run Code | Code Wall | Users | Misc | Feedback | About | Login | Theme | Privacy Generics Base class constraints //Title of this code //Rextester.Program.Main is the entry point for your code. Don't change it. //Compiler version 4.0.30319.17929 for Mic"}
{'id': 28696, 'domain': 'technical_qa', 'score': -0.0374, 'chars': 697, 'sample': '/APosted on - 09/24/2013 I am using Windows XP, I need about how to set screen resolution in bat file, so that when we run the bat file, the resolution of the screen will automatically get changed as per the codings in bat file, also do the needful for getting me the bat file coding for setting the '}
{'id': 130555, 'domain': 'technical_qa', 'score': -0.0407, 'chars': 3937, 'sample': ' Ok<|endoftext|>Find the length of the longest string in MySQL - Electric Toolbox Search: Find the length of the longest string in MySQL Posted in MySql - Last updated May. 09, 2008 There are a number of string functions in MySQL for extracting text, working out the position of a substring, calulati'}
{'id': 92766, 'domain': 'technical_qa', 'score': -0.0525, 'chars': 4024, 'sample': '<|endoftext|>While working with Silverlight applications, we may face some scenarios where we may need to embed Silverlight as a component, like for e.g in Sharepoint Webpars or simple we can have the same with ASP.NET. The biggest challenge comes when we have to pass the parameters from ASP.NET to '}
{'id': 23391, 'domain': 'technical_qa', 'score': -0.0529, 'chars': 4253, 'sample': 'Intended audience: script developers (PHP, JSP, etc.), webmasters, Web project managers, and anyone who wants to understand how to set or send HTTP charset information. When a server sends a document to a user agent (eg. a browser) it also sends information in the Content-Type field of the accompany'}
{'id': 14810, 'domain': 'technical_qa', 'score': -0.066, 'chars': 2295, 'sample': 'If you are building a website and need to sign people in, you can use IndieAuth.com to handle web sign-in so that you don\'t have to implement OAuth code for each provider. <form action="https://indieauth.com/auth" method="get"> <label for="indie_auth_url">Web Address:</label> <input id="indie_auth_u'}
{'id': 53152, 'domain': 'technical_qa', 'score': -0.0677, 'chars': 2888, 'sample': ' is a small tool I wrote that will scan a selected folder for all the .sql files and generate a MS-DOS batch script that will execute the scripts on a selected server/database. In my work, I often find myself writing an assortment of stored procedures, user defined functions and views that are execu'}
{'id': 22311, 'domain': 'technical_qa', 'score': -0.0682, 'chars': 888, 'sample': 'Is borked! First, changes to some spring projects that it depends on broke the Jetspeed. Jetspeed uses Maven 2, so the spring it uses is an imported Maven project which had a depenceny that wasn’t required and was undownloadable and causes the Jetspeed build to fail. Now I get an error that few peop'}
{'id': 45185, 'domain': 'technical_qa', 'score': -0.0688, 'chars': 1918, 'sample': '<|endoftext|>public class DelegatePerTargetObjectIntroductionInterceptor extends IntroductionInfoSupport implements IntroductionInterceptor This differs from DelegatingIntroductionInterceptor in that a single instance of this class can be used to advise multiple target objects, and each target objec'}
#190
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const u = await tools.update_plan({explanation:\"Corpus scoring and ranking are complete; moving to objective candidate evaluation.\",\"plan\":[{\"step\":\"Inspect corpus, environment, timer, and frozen training interface\",\"status\":\"completed\"},{\"step\":\"Develop reproducible quality and domain scoring\",\"status\":\"completed\"},{\"step\":\"Generate candidates and evaluate against dev perplexity\",\"status\":\"in_progress\"},{\"step\":\"Finalize selection, claim, and validate deliverables\",\"status\":\"pending\"}]});\nconst r = await tools.exec_command({cmd:\"bash dev_eval.sh submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000});\ntext(JSON.stringify(r));"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"8d1723","wall_time_seconds":1.00103713,"session_id":95028,"original_token_count":0,"output":""}
#191
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95028,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (5414 > 1024). Running this sequence through the model will result in indexing errors
#192
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95028,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#193
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95028,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#194
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95028,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
packed 12000000 tokens from 14831 ids -> /tmp/dev_train.npy
#195
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95028,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#196
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95028,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#197
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95028,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#198
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95028,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#199
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:95028,chars:\"\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output);"
}
exec result
Script completed
Wall time 4.3 seconds
Output:
HELDOUT_PPL 313.591  loss 5.7481  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
#200
narration

The first objective result is 313.6 dev perplexity. The ranking now finds clean encyclopedic/news/technical pages, but the score suggests the 25% technical-Q&A quarter is not matched closely enough. I’m measuring the pool’s StackOverflow-style supply and will compare a more format-aware mix rather than accepting this run.